Laser & Optoelectronics Progress, Volume. 60, Issue 16, 1600004(2023)

Research of Infrared Dim and Small Target Detection Algorithms Based on Low-Rank and Sparse Decomposition

Junhai Luo* and Hang Yu
Author Affiliations
  • School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu 611731, Sichuan, China
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    References(60)

    [1] Peng L B. Research on key techniques of dim target detection in complex imaging system[D], 25-26(2020).

    [2] Ren X Y, Wang J, Ma T L et al. Review on infrared dim and small target detection technology[J]. Journal of Zhengzhou University (Natural Science Edition), 52, 1-21(2020).

    [3] Wang H X, Dong H, Zhou Z Q. Review on dim small target detection technologies in infrared single frame images[J]. Laser & Optoelectronics Progress, 56, 080001(2019).

    [4] Cai W, Xu P W, Yang Z Y et al. Dim-small targets detection of infrared images in complex backgrounds[J]. Journal of Applied Optics, 42, 643-650(2021).

    [5] Li J H, Zhang P, Wang X W et al. Infrared small-target detection algorithms: a survey[J]. Journal of Image and Graphics, 25, 1739-1753(2020).

    [6] Lou C F, Zhang Y, Liu Y. Small target detection of infrared linear array image based on complemented gradient enhancement[J]. Acta Optica Sinica, 41, 2104001(2021).

    [7] Reed I S, Gagliardi R M, Stotts L B. Optical moving target detection with 3-D matched filtering[J]. IEEE Transactions on Aerospace and Electronic Systems, 24, 327-336(1988).

    [8] Tonissen S M, Evans R J. Performance of dynamic programming techniques for Track-Before-Detect[J]. IEEE Transactions on Aerospace and Electronic Systems, 32, 1440-1451(1996).

    [9] Song Z Z, Yang J W, Zhang D F et al. Low-altitude Sea surface infrared object detection based on unsupervised domain adaptation[J]. Acta Optica Sinica, 42, 0415001(2022).

    [10] Dai Y M, Wu Y Q, Zhou F et al. Asymmetric contextual modulation for infrared small target detection[C], 949-958(2021).

    [11] Deshpande S D, Er M H, Venkateswarlu R et al. Max-mean and max-median filters for detection of small-targets[J]. Proceedings of SPIE, 3809, 74-83(1999).

    [12] Gu Y F, Wang C, Liu B X et al. A kernel-based nonparametric regression method for clutter removal in infrared small-target detection applications[J]. IEEE Geoscience and Remote Sensing Letters, 7, 469-473(2010).

    [13] Chen C L P, Li H, Wei Y T et al. A local contrast method for small infrared target detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 52, 574-581(2014).

    [14] Wang X, Lü G F, Xu L Z. Infrared dim target detection based on visual attention[J]. Infrared Physics & Technology, 55, 513-521(2012).

    [15] Gao C Q, Meng D Y, Yang Y et al. Infrared patch-image model for small target detection in a single image[J]. IEEE Transactions on Image Processing, 22, 4996-5009(2013).

    [16] Dai Y M, Wu Y Q, Song Y et al. Non-negative infrared patch-image model: robust target-background separation via partial sum minimization of singular values[J]. Infrared Physics & Technology, 81, 182-194(2017).

    [17] Guo J, Wu Y Q, Dai Y M. Small target detection based on reweighted infrared patch-image model[J]. IET Image Processing, 12, 70-79(2018).

    [18] Zhang C C, Wang H, Lou J. Infrared small and dim target detection based on weighted nuclear norm minimization[J]. Journal of Huazhong University of Science and Technology (Natural Science Edition), 45, 31-37(2017).

    [19] Zhang L D, Peng L B, Zhang T F et al. Infrared small target detection via nonconvex rank approximation minimization joint l2,1 norm[J]. Remote Sensing, 10, 1821(2018).

    [20] Xue W, Qi J H, Shao G Q et al. Low-rank approximation and multiple sparse constraint modeling for infrared low-flying fixed-wing UAV detection[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, 4150-4166(2021).

    [21] Zhou F, Wu Y Q, Dai Y M et al. Detection of small target using schatten 1/2 quasi-norm regularization with reweighted sparse enhancement in complex infrared scenes[J]. Remote Sensing, 11, 2058(2019).

    [22] Dai Y M, Wu Y Q. Reweighted infrared patch-tensor model with both nonlocal and local priors for single-frame small target detection[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10, 3752-3767(2017).

    [23] Wang H, Yang F, Zhang C C et al. Infrared small target detection based on patch image model with local and global analysis[J]. International Journal of Image and Graphics, 18, 1850002(2018).

    [24] Kilmer M E, Martin C D. Factorization strategies for third-order tensors[J]. Linear Algebra and Its Applications, 435, 641-658(2011).

    [25] Li R M, Yao D L, Qiu Y H et al. Infrared patch-tensor model with a new tensor nuclear norm for small target detection in the ground background[C], 522-530(2020).

    [26] Yang L L, Yan P, Li M H et al. Infrared small target detection based on a group image-patch tensor model[J]. IEEE Geoscience and Remote Sensing Letters, 19, 7003505(2022).

    [27] Zhang X Y, Ding Q H, Luo H B et al. Infrared small target detection based on an image-patch tensor model[J]. Infrared Physics & Technology, 99, 55-63(2019).

    [28] Zhang L D, Peng Z M. Infrared small target detection based on partial sum of the tensor nuclear norm[J]. Remote Sensing, 11, 382(2019).

    [29] Guan X W, Peng Z M, Zhang L D. Small target detection based on infrared patch-tensor model with structured sparse regularization[J]. Proceedings of SPIE, 11338, 1133821(2019).

    [30] Sun Y, Yang J G, Long Y L et al. Infrared patch-tensor model with weighted tensor nuclear norm for small target detection in a single frame[J]. IEEE Access, 6, 76140-76152(2018).

    [31] Sun Y, Yang J G, Li M et al. Infrared small target detection via spatial-temporal infrared patch-tensor model and weighted Schatten p-norm minimization[J]. Infrared Physics & Technology, 102, 103050(2019).

    [32] Xu W H, Zhao X L, Ji T Y et al. Laplace function based nonconvex surrogate for low-rank tensor completion[J]. Signal Processing: Image Communication, 73, 62-69(2019).

    [33] Guan X W, Zhang L D, Huang S Q et al. Infrared small target detection via non-convex tensor rank surrogate joint local contrast energy[J]. Remote Sensing, 12, 1520(2020).

    [34] Zheng Y B, Huang T Z, Zhao X L et al. Tensor N-tubal rank and its convex relaxation for low-rank tensor recovery[J]. Information Sciences, 532, 170-189(2020).

    [35] Liu Y P, Chen L X, Zhu C. Improved robust tensor principal component analysis via low-rank core matrix[J]. IEEE Journal of Selected Topics in Signal Processing, 12, 1378-1389(2018).

    [36] Zhang C M, He Y F, Tang Q et al. Infrared small target detection via interpatch correlation enhancement and joint local visual saliency prior[J]. IEEE Transactions on Geoscience and Remote Sensing, 60, 5001314(2022).

    [37] Yang C P, Kong X, Cao Z Y et al. Cirrus detection based on tensor multi-mode expansion sum nuclear norm in infrared imagery[J]. IEEE Access, 8, 149963-149983(2020).

    [38] Cao Z Y, Kong X, Zhu Q et al. Infrared dim target detection via mode-k1k2 extension tensor tubal rank under complex ocean environment[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 181, 167-190(2021).

    [39] Rudin L I, Osher S, Fatemi E. Nonlinear total variation based noise removal algorithms[J]. Physica D: Nonlinear Phenomena, 60, 259-268(1992).

    [40] Wang X Y, Peng Z M, Kong D H et al. Infrared dim target detection based on total variation regularization and principal component pursuit[J]. Image and Vision Computing, 63, 1-9(2017).

    [41] Zhang P, Zhang L Y, Wang X Y et al. Edge and corner awareness-based spatial-temporal tensor model for infrared small-target detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 59, 10708-10724(2021).

    [42] Kong X, Yang C P, Cao S Y et al. Infrared small target detection via nonconvex tensor fibered rank approximation[J]. IEEE Transactions on Geoscience and Remote Sensing, 60, 3068465(2022).

    [43] Zhang L D. Infrared small target detection via tensor recovery[D], 42-43(2020).

    [44] Sun Y, Yang J G, Long Y L et al. Infrared small target detection via spatial-temporal total variation regularization and weighted tensor nuclear norm[J]. IEEE Access, 7, 56667-56682(2019).

    [45] Zhao M J, Li W, Li L et al. Single-frame infrared small-target detection: a survey[J]. IEEE Geoscience and Remote Sensing Magazine, 10, 87-119(2022).

    [46] Zhang T F, Wu H, Liu Y H et al. Infrared small target detection based on non-convex optimization with Lp-norm constraint[J]. Remote Sensing, 11, 559(2019).

    [47] Dai Y M, Wu Y Q, Song Y. Infrared small target and background separation via column-wise weighted robust principal component analysis[J]. Infrared Physics & Technology, 77, 421-430(2016).

    [48] Xiong B, Huang X H, Wang M. Infrared dim small target detection based on adaptive target image recovery[J]. Journal of Huazhong University of Science and Technology (Natural Science Edition), 45, 25-30(2017).

    [49] Zhu H, Ni H P, Liu S M et al. TNLRS: target-aware non-local low-rank modeling with saliency filtering regularization for infrared small target detection[J]. IEEE Transactions on Image Processing, 29, 9546-9558(2020).

    [50] He W, An B W, Pan S D. Infrared small target detection method based on low rank model with local contrast prior[J]. Acta Photonica Sinica, 50, 1110002(2021).

    [51] Pang D D, Shan T, Li W et al. Facet derivative-based multidirectional edge awareness and spatial-temporal tensor model for infrared small target detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 60, 5001015(2022).

    [52] Nie Y, Li W, Zhao M J et al. Infrared small target detection in image sequences based on temporal low-rank and sparse decomposition[J]. Proceedings of SPIE, 11720, 117200A(2020).

    [53] Sun Y, Yang J G, An W. Infrared small target detection based on reweighted infrared patch-image model and total variation regularization[J]. Proceedings of SPIE, 11155, 111551F(2019).

    [54] Wei H Y, Tan Y H, Lin J. Robust infrared small target detection via temporal low-rank and sparse representation[C], 583-587(2016).

    [55] Wan M J, Gu G H, Xu Y K et al. Total variation-based interframe infrared patch-image model for small target detection[J]. IEEE Geoscience and Remote Sensing Letters, 19, 7003305(2022).

    [56] Zhu H, Liu S M, Deng L Z et al. Infrared small target detection via low-rank tensor completion with top-hat regularization[J]. IEEE Transactions on Geoscience and Remote Sensing, 58, 1004-1016(2020).

    [57] Liu H K, Zhang L, Huang H. Small target detection in infrared videos based on spatio-temporal tensor model[J]. IEEE Transactions on Geoscience and Remote Sensing, 58, 8689-8700(2020).

    [58] Liu T, Yang J G, Li B Y et al. Nonconvex tensor low-rank approximation for infrared small target detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 60, 5614718(2022).

    [59] Wang G H, Tao B J, Kong X et al. Infrared small target detection using nonoverlapping patch spatial-temporal tensor factorization with capped nuclear norm regularization[J]. IEEE Transactions on Geoscience and Remote Sensing, 60, 5001417(2022).

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    Junhai Luo, Hang Yu. Research of Infrared Dim and Small Target Detection Algorithms Based on Low-Rank and Sparse Decomposition[J]. Laser & Optoelectronics Progress, 2023, 60(16): 1600004

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    Paper Information

    Category: Reviews

    Received: Jul. 15, 2022

    Accepted: Oct. 13, 2022

    Published Online: Aug. 15, 2023

    The Author Email: Luo Junhai (junhai_luo@uestc.edu.cn)

    DOI:10.3788/LOP222077

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